This is an investigational study. Trastuzumab is commercially available for use as a single therapy or in combination with paclitaxel. However, the combination of trastuzumab and RAD001 is experimental. The FDA has authorized RAD001 for use in research only. Up to 47 patients will take part in this multicenter study. Up to 36 will be enrolled at UT MD Anderson.